/* Global styles */

#topbar-cta-button {
  margin-left: 1rem;
}

#topbar-cta-button a {
  display: flex;
  align-items: center;
  padding: 0.375rem 1rem !important;
  gap: 0.5rem;
  background-color: #1C17FF;
  color: #fff !important;
  border-radius: 0.25rem;
  font-weight: 500;
  letter-spacing: 0.4px;
}

#topbar-cta-button a:hover {
  background-color: #030080 !important;
}


/* #topbar-cta-button span {
  border-radius: 4px;
  font-weight: 500;
  letter-spacing: 0.4px;
} */

/* #topbar-cta-button div > svg {
  display: none;
} */

/* inserting svg via :after isn't working for some reason, used js instead */
/* #topbar-cta-button div::after {
  content: url('data:image/svg+xml;utf8,<svg width="20" height="20" viewBox="0 0 20 20" fill="none" xmlns="http://www.w3.org/2000/svg"><g id="Icon Right"><path id="Vector" d="M8.08906 5L6.91406 6.175L10.7307 10L6.91406 13.825L8.08906 15L13.0891 10L8.08906 5Z" fill="white"/></g></svg>');
  content: "test";
  display: block;
  width: 20px;
  height: 20px;
  margin-left: 8px;
  background-image: url('data:image/svg+xml;utf8,<svg width="20" height="20" viewBox="0 0 20 20" fill="none" xmlns="http://www.w3.org/2000/svg"><g id="Icon Right"><path id="Vector" d="M8.08906 5L6.91406 6.175L10.7307 10L6.91406 13.825L8.08906 15L13.0891 10L8.08906 5Z" fill="white"/></g></svg>');
  background-color: #000000;
  background-size: contain;
  background-repeat: no-repeat;
  background-position: center;
} */


.documentation-link {
  color: #1c17ff;
  text-decoration: none;
}

.documentation-link:hover {
  color: #000000;
  /* Black color when hovering */
}

.custom-button {
  display: inline-block;
  padding: 2px 8px;
  background-color: #f1f1f1;
  color: #333;
  /* Text color */
  border: 1px solid #aaa;
  /* Border color */
  border-radius: 25px;
  /* Rounded borders */
  text-align: center;
  user-select: none;
  transition: background-color 0.3s ease;
  /* Smooth transition for background color */
}

/* Change the button color on hover (make it unclickable) */
.custom-button:hover {
  background-color: #1c17ff;
  color: #f1f1f1;
}

/* Adjust the width for the second column */
/* td:nth-child(2) {
  width: 200px; /* Adjust the width as per your requirement
} */

/* 
Add an announcement bar 
TODO: This can be version specific if you add a page-specific class/ID, but it doesn't seem to work for the OpenAI docs without rewriting the JSON
*/
/*  #navbar:before {
  background-color: #ff4c04;
  content: "The legacy version of the API, which required regional URLs for control plane operations, is deprecated as of April 15, 2024 and will be removed in a future, to be announced, release.";
  color: rgb(255, 255, 255);
  display: block;
  text-align: center;
  padding: 6px;
  font-size: 90%;
}
*/
/* Text color */
/* body {
  color: #121142 !important;
} */

/* Header */
#navbar {
  background: white;
  position: fixed;
  /* position: sticky !important; */
  /* top: 0 !important; */
}

#navbar-transition {
  border-bottom: 1px solid #e2e5e7;
}

#navbar .max-w-8xl {
  max-width: 100%;
}

/* Logo + "Docs" text + version select */
#navbar>div:first-of-type>div:first-of-type>div:first-of-type>div:first-of-type {
  flex: initial;
}

#navbar>div:first-of-type>div:first-of-type>div:first-of-type>div:first-of-type>a:first-of-type {
  flex: initial;
  display: flex;
}

#navbar img[alt="logo"] {
  max-width: 150px;
}

/* Version select */
[aria-haspopup="menu"] {
  border-radius: 0.25rem;
  border: 1px solid rgba(115, 143, 171, 0.50);
  background-color: transparent !important;
  color: #121142;
}

[aria-labelledby="headlessui-menu-button-:r0:"] {
  width: 11rem;
}

/* Right side nav container */
#navbar>div:first-of-type>div:first-of-type>div:first-of-type>div:nth-of-type(3) {
  flex: initial;
  margin-left: 0;
}

/* Prevent nav items from shrinking */
#navbar>div:first-of-type>div:first-of-type>div:first-of-type>div:nth-of-type(3)>nav {
  flex-shrink: 0;
}

/* nav links */
#navbar nav a {
  color: #121142;
  padding: 0.6rem 1rem;
  transition: background-color 250ms cubic-bezier(0.4, 0, 0.2, 1);
}

#navbar nav a:hover {
  background-color: rgba(27, 23, 245, 0.04);
  border-radius: 0.25rem;
}

#navbar nav ul li:not(:last-of-type) {
  margin-left: 0;
}

/* Hide dark mode toggle */
#navbar>div:first-of-type>div:first-of-type>div:first-of-type>div:nth-of-type(3)>div {
  display: none;
}

/* Second nav container */
/* Links */
#navbar a {
  color: #121142;
  margin: 0;
  padding-left: 0.875rem;
  padding-right: 0.875rem;
}

/* Selected links */
#navbar a.font-semibold {
  color: #1B17F5;
  border-bottom-width: 0.1875rem;
  border-color: #1B17F5;
}

#navbar div.absolute.bottom-0 {
  display: none;
}

/* Sidebar */
#sidebar {
  left: 0rem;
  padding-left: 3rem;
  background: white;
  border-right: 1px solid #e2e5e7;
  /* position: sticky; */
  /* flex-shrink: 0; */
  /* top: 0; */
}

#sidebar-content {
  padding-left: 2rem;
}

/* Sidebar headings and link color */
#sidebar-content h5,
#sidebar a {
  color: #121142;
}

/* Sidebar Introduction link */
#sidebar>div>ul>div:first-of-type>li:only-of-type {
  margin-left: 0;
}

#sidebar>div>ul>div:first-of-type>li:only-of-type>a {
  font-weight: 600;
}

/* Nav items */
#navigation-items>div>ul>li {
  margin-left: 0.75rem;
}

/* Selected nav items */
#navigation-items>div>ul>li a.font-semibold {
  color: #1B17F5;
  font-weight: 400;
  background-color: #3C72FF0A;
}

/* Main content area */
/* main > div:first-of-type > div:last-of-type > div:first-of-type {
  display: flex;
} */
@media screen and (min-width: 1024px) {
  #content-area>div:first-child:not(#header)>div.relative.w-full.flex.items-center.justify-center:first-child {
    margin-top: 7rem
  }
}


/* Content container */
/* #content-container {
  padding-left: 3.5rem !important;
} */
#content-container>div {
  padding-top: 10rem;
}

@media (min-width: 1024px) {
  #content-container>div {
    gap: 3rem;
  }

  #content-container #table-of-contents {
    padding-left: 0;
  }
}

/* Title eyebrow */
#header .eyebrow {
  text-transform: uppercase;
  color: #121142;
  font-size: 0.625rem;
  letter-spacing: 1px;
  line-height: 160%;
}

/* Hide empty eyebrow */
#header .eyebrow:empty {
  display: none;
}

/* Title container */
#header>div:first-of-type>div:nth-of-type(2) {
  margin-top: 0;
}

/* Title */
#header h1 {
  color: #121142;
}

/* Article text */
.prose h2,
.prose h3,
.prose h4,
.prose p {
  color: #121142;
}

.prose a {
  color: #1B17F5;
  font-weight: 400;
}

/* Overwrite tailwind max-width */
.max-w-8xl {
  max-width: 94.5rem;
}

.card {
  box-shadow: none;
  border: 1px solid #D8DDDF;
  border-radius: 0.25rem;
  transition: box-shadow 0.3s ease;
}

.card:hover {
  box-shadow: 0px 5px 5px -3px rgba(163, 169, 175, 0.20), 0px 8px 10px 1px rgba(163, 169, 175, 0.14), 0px 3px 14px 2px rgba(163, 169, 175, 0.12);
  border: 1px solid #D8DDDF !important;
}

.card>div {
  padding: 1.5rem;
}

.card h2,
.example-card h2 {
  font-size: 1.25rem;
}

.card p,
.example-card p {
  margin-top: 0.625rem;
  font-size: 0.875rem;
  color: #121142;
}

.card .eyebrow {
  font-size: 0.625rem;
  text-transform: uppercase;
  line-height: 160%;
  letter-spacing: 1px;
}

.card .integration-logo {
  width: 3.125rem;
  height: 3.125rem;
  display: flex;
  justify-content: center;
  align-items: center;
}

.card-grid {
  display: grid;
  gap: 1.5rem;
}

@media (min-width: 640px) {
  .card-grid {
    grid-template-columns: 1fr 1fr;
  }
}

@media (min-width: 1024px) {
  .card-grid {
    grid-template-columns: 1fr 1fr 1fr;
  }
}

.example-card {
  box-shadow: none;
  border: 1px solid #D8DDDF;
  border-radius: 0.25rem;
  transition: box-shadow 0.3s ease;
  padding: 1.5rem;
  display: flex;
  flex-direction: column;
  flex-grow: 1;
  background-color: #fff;
}

.example-card .arrow {
  margin-left: auto;
  margin-top: auto;
  opacity: 0;
  transition: opacity 0.3s ease;
}

.example-card:hover .arrow {
  opacity: 1;
}

.example-card:hover {
  box-shadow: 0px 5px 5px -3px rgba(163, 169, 175, 0.20), 0px 8px 10px 1px rgba(163, 169, 175, 0.14), 0px 3px 14px 2px rgba(163, 169, 175, 0.12);
  border: 1px solid #D8DDDF !important;
}

.example-card .tags {
  display: flex;
  flex-wrap: wrap;
  gap: 0.75rem;
  margin-top: 1.5rem;
}

.example-card .card-tag {
  border-radius: 1rem;
  background-color: rgba(115, 143, 171, 0.08);
  color: #121142;
  font-size: 0.8125rem;
  line-height: 138%;
  letter-spacing: 0.16px;
  padding: 0.1875rem 0.375rem;
  display: flex;
  gap: 0.375rem;
  align-items: center;
}

.example-card .vectors {
  color: #72788D;
  display: flex;
  flex-wrap: wrap;
  justify-content: space-between;
  gap: 1rem;
  font-size: 0.875rem;
  line-height: 150%;
  letter-spacing: 0.15px;
  padding-top: 2.875rem;
  margin-top: auto;
}

.examples-h2 {
  font-size: 1.25rem;
  margin-bottom: 1.5rem;
}

/* Integrations */
#integrations-banner {
  position: relative;
  margin-top: 7rem;
  height: 12.75rem;
  display: flex;
  flex-direction: column;
  justify-content: center;
  align-items: center;
  overflow: hidden;
  /* background: url('https://mintlify.s3-us-west-1.amazonaws.com/pinecone-2/images/background.png') no-repeat center center; */
  background-size: 90%;
  background-color: rgb(251, 251, 252);
  text-align: center;
  border-bottom: 1px solid #e2e5e7;
}

#integrations-banner h1 {
  color: #000000;
  font-size: 3rem;
}

#integrations-banner p {
  color: #000000;
  font-size: 1.25rem;
  opacity: 0.7;
  margin-top: 0.5rem;
}

/* Integrations related articles */
#related-articles {
  display: flex;
  flex-direction: column;
  width: 100%;
}

#related-articles h2 {
  color: #121142;
  font-size: 1.25rem;
  font-weight: 600;
  letter-spacing: 0.15px;
  line-height: 150%;
  margin-bottom: 1rem;
}

#related-articles a {
  padding: 1.0625rem 0;
  display: flex;
  align-items: flex-start;
  justify-content: space-between;
  gap: 1rem;
  color: #121142;
  font-size: 0.875rem;
  line-height: 150%;
  letter-spacing: 0.15px;
}

#related-articles a:not(:last-of-type) {
  border-bottom: 1px solid #D8DDDF;
}

#related-articles a:hover {
  opacity: 0.7;
}

#related-articles a>svg {
  flex-shrink: 0;
}

/* Integrations back button */
#back-button {
  display: flex;
  gap: 0.5rem;
  align-items: center;
  color: #121142 !important;
  font-size: 0.875rem;
  line-height: 150%;
  letter-spacing: 0.15px;
  margin-bottom: 1.5rem;
}

#back-button:hover {
  opacity: 0.7;
}

#back-button>svg {
  flex-shrink: 0;
}

/* Sample apps */

.sample-app {
  color: #121142;
}

.sample-app h2 {
  font-size: 2.125rem;
  font-weight: 600;
  line-height: 123.5%;
  letter-spacing: 0.25px;
}

.sample-app h2:not(:first-of-type) {
  margin: 4rem 0 0 0;
}

.sample-app h2:first-of-type {
  margin: 0;
}

.sample-app h3 {
  font-size: 1.25rem;
  font-weight: 600;
  line-height: 150%;
  letter-spacing: 0.15px;
  margin: 3rem 0 0 0;
}

.sample-app h4 {
  font-size: 0.875rem;
  font-weight: 700;
  line-height: 150%;
  letter-spacing: 0.15px;
  margin: 3rem 0 0 0;
}

.sample-app p,
.sample-app ul {
  margin: 1.5rem 0 0 0;
  font-size: 0.875rem;
  list-style-type: disc;
}

.sample-app li::before {
  display: none;
}

.sample-app li {
  padding-left: 0 !important;
  margin-left: 1.25rem;
}

.sample-app li::marker {
  color: #121142;
}

.sample-app-heading {
  display: flex;
  flex-direction: column;
  align-items: center;
  text-align: center;
}

.sample-app-heading .eyebrow {
  color: #121142;
  font-size: 0.625rem;
  line-height: 160%;
  letter-spacing: 1px;
  text-transform: uppercase;
}

.sample-app-heading h1 {
  color: #121142;
  margin: 0.5rem 0 0 0;
  font-size: 2.125rem;
  font-weight: 600;
  line-height: 123.5%;
  letter-spacing: 0.25px;
}

.sample-app-heading p {
  color: #121142;
  margin: 0.5rem 0 1.5rem 0;
  font-size: 1.25rem;
  font-weight: 600;
  line-height: 150%;
  letter-spacing: 0.15px;
}

/* Sample apps content area with sidebar */
.sample-app-split {
  display: flex;
  flex-direction: column;
  gap: 3rem;
}

.sample-app-split .sidebar a:not(.connect-with-pinecone) {
  font-size: 0.875rem;
  color: #121142;
  border-bottom: none;
}

.sample-app-split .toc-list {
  display: flex;
  flex-direction: column;
  gap: 1rem;
}

.sample-app-split .toc-list a.bold {
  font-weight: 700;
  margin-top: 0.5rem;
}

.sample-app-split>.content.no-margin>p:first-of-type {
  margin-top: 0 !important;
}

.connect-with-pinecone {
  border: 1px solid rgba(115, 143, 171, 0.50);
  border-radius: 0.25rem;
  padding: 0.5rem 1rem;
  display: inline-flex;
  align-items: center;
  gap: 0.5rem;
  font-size: 0.875rem;
  font-weight: 500;
  line-height: 1.5rem;
  letter-spacing: 0.4px;
  color: #121142 !important;
  text-decoration: none;
  align-self: flex-start;
}

@media (min-width: 1280px) {
  .sample-app-split {
    flex-direction: row;
  }

  .sample-app-split .content {
    overflow-x: auto;
  }

  .sample-app-split .sidebar {
    width: 20.625rem;
    flex-shrink: 0;
  }
}

/* Hacky codeblock targeting */
div[class*="bg-codeblock"].relative {
  background: #121142;
  border-radius: 0.25rem;
}

p>code {
  font-size: 0.75rem;
  line-height: 150%;
  letter-spacing: 0.5px;
  border-radius: 0.25rem;
  padding: 0.125rem 0.5rem;
  background-color: rgba(115, 143, 171, 0.08);
  color: #030080;
  border: none;
}

code .api-key.set {
  color: orange;
}

.pinecone-connect-connected {
  width: 100%;
  max-width: 31.25rem;
  background-color: rgb(255, 255, 255);
  transition: box-shadow 300ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;
  border-radius: 0.25rem;
  padding: 1.5rem;
  margin: 1.5rem 0;
  border: 1px solid rgb(224, 224, 224);
}

.pinecone-connect-connected img {
  height: 1.875rem;
  margin: 0;
}

.pinecone-connect-connected p {
  color: rgba(0, 0, 0, 0.87) !important;
}

.pinecone-connect-connected p:last-of-type {
  margin-top: 0.75rem;
}

.remove-api-key {
  display: flex;
  width: 100%;
  max-width: 31.25rem;
  margin-top: -1.25rem;
}

.remove-api-key>button {
  font-size: 0.8125rem;
  font-weight: 500;
  color: #1d4ed8;
  margin-left: auto;
}


/* Model Gallery */

.featured-card-container {
  position: relative;
  width: 100%;
  overflow: visible;
  overflow-x: auto;
  overflow-y: visible;
  margin-right: 0;
  /* Added to remove extra right margin */
}

.featured-model-cards {
  display: flex;
  transition: transform 1s ease-in-out;
  width: 100%;
  gap: 1rem;
  justify-content: space-between;
  overflow: visible;
  overflow-y: visible;
  margin-right: 0;
  /* Added to remove extra right margin */
}

@media (max-width: 768px) {
  .featured-model-cards {
    flex-direction: column;
  }
}

.outlined-button {
  display: flex;
  flex-direction: column;
  justify-content: center;
  align-items: center;
  width: 150px;
  height: 36px;
  padding: 4px;
  border-radius: 4px;
  border: 1px solid var(--Light-Secondary-Shades-50p, rgba(115, 143, 171, 0.5));
  color: #FFFFFF;
  text-decoration: none;
  font-size: 14px;
  letter-spacing: 0.4;
  text-align: center;
  color: #121142;
  font-weight: 500;
  transition: background-color 0.3s ease, border 0.3s ease, color 0.3s ease;
}

.outlined-button:hover {
  background-color: #3C72FF0A;
  border: 1px solid #1B17F5;
  color: #FFFFFF;
}


.control {
  position: absolute;
  top: 50%;
  transform: translateY(-50%);
  background-color: rgba(255, 255, 255, 0.7);
  border-radius: 50%;
  width: 40px;
  height: 40px;
  display: flex;
  align-items: center;
  justify-content: center;
  cursor: pointer;
  opacity: 0.5;
  transition: opacity 0.3s ease;
}

.control:hover {
  opacity: 1;
}

.prev-slide {
  left: 10px;
}

.next-slide {
  right: 10px;
}

.inference-text p {
  margin-top: 0rem;
}


/* Model page */
.model-page-card {
  padding: 1.5rem;
  border-radius: 0.25rem;
  border: 1px solid #D8DDDF;
  background: #FFF;
  margin-bottom: 2.5rem;
}

.model-page-card-title {
  display: flex;
  flex-wrap: wrap;
  gap: 1rem;
  align-items: center;
}

.model-page-card-title>h1 {
  font-size: 1.5rem;
  color: #121142;
}

.model-page-card-logo {
  width: 2.125rem;
  height: 2.125rem;
  flex-shrink: 0;
}

.model-page-card-logo>img {
  width: 100%;
  height: 100%;
  object-fit: contain;
}

.model-page-card-inference {
  border-radius: 1rem;
  border: 1px solid #D8DDDF;
  padding: 0.25rem 0.375rem 0.25rem 0.25rem;
  display: flex;
  align-items: center;
  gap: 0.375rem;
  font-size: 0.8125rem;
}

.model-page-card-stats {
  display: flex;
  gap: 1.5rem;
  flex-wrap: wrap;
  margin-top: 1rem;
}

.model-page-card-stats>div>span {
  font-size: 0.625rem;
  color: #72788D;
  letter-spacing: 0.2px;
  font-weight: 500;
}

.model-page-card-stats>div>p {
  font-size: 0.75rem;
  color: #121142;
  letter-spacing: 0.17px;
}

.model-page-card-stats>div.price {
  margin-left: auto;
}

.model-page-card-stats>div.price>p {
  margin-left: auto;
  font-weight: 600;
}

.model-page-tabs {
  display: flex;
  width: 100%;
  border-bottom: 1px solid #D8DDDF;
  margin-bottom: 2rem;
}

.model-page-tabs>button {
  padding: 0.5625rem 1rem;
  border-bottom: 1px solid transparent;
  color: #72788D;
  display: flex;
  align-items: center;
  gap: 0.375rem;
  font-weight: 500;
  letter-spacing: 0.4px;
}

.model-page-tabs>button>svg>path {
  fill: #72788D;
}

.model-page-tabs>button.active {
  border-bottom: 2px solid #1B17F5;
  color: #1B17F5;
}

.model-page-tabs>button.active>svg>path {
  fill: #1B17F5;
}

.model-page-playground {
  display: none;
}

.model-page-guides {
  display: flex;
  flex-direction: column;
  gap: 3rem;
}

.model-page-content {
  flex-shrink: 1;
  width: auto;
}

.model-page-content> :first-child {
  margin-top: 0;
}

.model-page-content pre {
  white-space: pre-wrap;
}

.model-page-sidebar {
  width: 100%;
}

.model-page-sidebar .iframe-placeholder {
  height: 800px;
}

/* removing inline padding for now */
@media (min-width: 1280px) {
  .model-search-container {
    padding-inline: 0px;
  }
}

.model-page-sidebar-readmore {
  font-size: 0.875rem;
  font-style: normal;
  font-weight: 500;
  line-height: 150%;
  letter-spacing: 0.15px
}

.model-page-sidebar-readmore svg {
  margin-bottom: 2px;
}

.model-search-container {
  height: 1045px;

  @media (max-width: 768px) {
    height: 1200px;
  }
}

@media (min-width: 1080px) {
  .model-page-guides {
    flex-direction: row;
  }

  .model-page-sidebar {
    max-width: 20.6875rem;
    flex-shrink: 0;
  }

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2024-10 (latest)

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The `upsert` operation writes vectors into a namespace. If a new value is upserted for an existing vector ID, it will overwrite the previous value.

For guidance and examples, see [Upsert data](https://docs.pinecone.io/guides/data/upsert-data).

Upsert vectors

Vector sparse data. Represented as a list of indices and a list of  corresponded values, which must be with the same length.      

The corresponding values of the sparse data, which must be with the same length as the indices.

This is the vector data included in the request.

ApiKeyAuth

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Build a RAG chatbot

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Understanding backups and collections

Back up an index

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Prevent index deletion

Tag an index

Use namespaces

Configure an index

Choose a pod type and size

Scale pod-based indexes

Understanding imports

Import data

Upsert data

Query data

Fetch data

Update data

Delete data

List record IDs

Get an index endpoint

Filter with metadata

Manage RAG documents

Understanding data freshness

Check data freshness

Understanding hybrid search

Encode sparse vectors

Upsert sparse-dense vectors

Query sparse-dense vectors

Use sample datasets

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Understanding Pinecone Inference API

Generate embeddings

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Understanding Pinecone Assistant

Create an assistant

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Check assistant file status

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Chat with an assistant

Delete an assistant

Understanding Evaluation API

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Introduction

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Generate embeddings for input data.

For guidance and examples, see [Generate embeddings](https://docs.pinecone.io/guides/inference/generate-embeddings).

Embed data

Rerank documents according to their relevance to a query.

For guidance and examples, see [Rerank documents](https://docs.pinecone.io/guides/inference/rerank).

The `list_assistants` endpoint returns a [list of all assistants](https://docs.pinecone.io/guides/assistant/list-assistants) in a project.

The `create_assistant` endpoint [creates a Pinecone Assistant](https://docs.pinecone.io/guides/assistant/create-assistant). This is where you specify the underlying training model, which cloud provider you would like to deploy with, and more.

The `get_assistant` endpoint [gets the status](https://docs.pinecone.io/guides/assistant/check-assistant-status) of an assistant.

The `update_assistant` endpoint [updates an existing assistant](https://docs.pinecone.io/guides/assistant/update-assistant). You can modify the assistant's instructions and metadata.

The `delete_assistant` endpoint [deletes an existing assistant](https://docs.pinecone.io/guides/assistant/delete-assistant).

The `list_files` endpoint returns a [list of all files in an assistant](https://docs.pinecone.io//guides/assistant/list-files), with an option to filter files with metadata.

List Files

The `upload_file` endpoint [uploads a file](https://docs.pinecone.io/guides/assistant/upload-file) to the specified assistant.

Upload file to assistant

The `describe_file` endpoint provides the [current status and metadata of a file](https://docs.pinecone.io/guides/assistant/check-file-status) uploaded to an assistant.

Describe a file upload

The `delete_file` endpoint [deletes an uploaded file](https://docs.pinecone.io/guides/assistant/delete-file) from an assistant.

The `chat_assistant` operation allows you to [chat with an assistant](https://docs.pinecone.io/guides/assistant/chat-with-assistant) and get back citations in structured form. 

This is the recommended way to chat with an assistant, as it offers more functionality and control over the assistant's responses and references than the `chat_completion_assistant` operation.

The `chat_completion_assistant` endpoint is used to [chat with an assistant](https://docs.pinecone.io/guides/assistant/chat-with-assistant). This endpoint is based on the OpenAI Chat Completion API, a commonly used and adopted API. 

It is useful if you need inline citations or OpenAI-compatible responses, but has limited functionality compared to the [`chat_assistant`](https://docs.pinecone.io/reference/api/assistant/chat_assistant) endpoint.

Chat through an OpenAI-compatible interface

The `metrics_alignment` endpoint [evaluates](https://docs.pinecone.io/guides/assistant/understanding-evaluation) the correctness, completeness, and alignment of a generated answer with respect to a question and a ground truth answer. The correctness and completeness are evaluated based on the precision and recall of the generated answer with respect to the ground truth answer facts. Alignment is the harmonic mean of correctness and completeness.

Evaluate an answer

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Pinecone integrations enable you to build and deploy AI applications faster and more efficiently. Integrate Pinecone with your favorite frameworks, data sources, and infrastructure providers.

Model Gallery

Airbyte

Apify

Aryn

Confluent

Using Databricks and Pinecone to create and index vector embeddings at scale

Databricks

Datavolo

Elasticsearch

Estuary

Fleak

FlowiseAI

Gathr

Matillion

Nexla

Redpanda

Snowflake

StreamNative

Unstructured

Pinecone as a Knowledge Base for Amazon Bedrock

Amazon Bedrock

Amazon SageMaker

Context Data

Using Haystack and Pinecone to keep your NLP-driven apps up-to-date

Haystack

Instill AI

Using LangChain and Pinecone to add knowledge to LLMs

LangChain

Using LlamaIndex and Pinecone to build semantic search and RAG applications

LlamaIndex

Nuclia

OctoAI

Amazon Web Services (AWS)

Azure

Google Cloud Platform (GCP)

GitHub Copilot

Pulumi

Using Terraform to manage Pinecone resources

Terraform

Vercel

Anyscale

Using Cohere and Pinecone to generate and index high-quality vector embeddings

Cohere

Using Voyage AI and Pinecone to generate and index high-quality vector embeddings

Voyage AI

Using Hugging Face Inference Endpoints and Pinecone to generate and index high-quality vector embeddings

Hugging Face Inference Endpoints

Jina AI

Using OpenAI and Pinecone to combine deep learning capabilities for embedding generation with efficient vector storage and retrieval

OpenAI

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Upsert vectors

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